Introduction to Natural Language Processing

Introduction to Natural Language Processing
Author :
Publisher : MIT Press
Total Pages : 536
Release :
ISBN-10 : 9780262354578
ISBN-13 : 0262354578
Rating : 4/5 (78 Downloads)

Book Synopsis Introduction to Natural Language Processing by : Jacob Eisenstein

Download or read book Introduction to Natural Language Processing written by Jacob Eisenstein and published by MIT Press. This book was released on 2019-10-01 with total page 536 pages. Available in PDF, EPUB and Kindle. Book excerpt: A survey of computational methods for understanding, generating, and manipulating human language, which offers a synthesis of classical representations and algorithms with contemporary machine learning techniques. This textbook provides a technical perspective on natural language processing—methods for building computer software that understands, generates, and manipulates human language. It emphasizes contemporary data-driven approaches, focusing on techniques from supervised and unsupervised machine learning. The first section establishes a foundation in machine learning by building a set of tools that will be used throughout the book and applying them to word-based textual analysis. The second section introduces structured representations of language, including sequences, trees, and graphs. The third section explores different approaches to the representation and analysis of linguistic meaning, ranging from formal logic to neural word embeddings. The final section offers chapter-length treatments of three transformative applications of natural language processing: information extraction, machine translation, and text generation. End-of-chapter exercises include both paper-and-pencil analysis and software implementation. The text synthesizes and distills a broad and diverse research literature, linking contemporary machine learning techniques with the field's linguistic and computational foundations. It is suitable for use in advanced undergraduate and graduate-level courses and as a reference for software engineers and data scientists. Readers should have a background in computer programming and college-level mathematics. After mastering the material presented, students will have the technical skill to build and analyze novel natural language processing systems and to understand the latest research in the field.


Introduction to Natural Language Processing Related Books

Introduction to Natural Language Processing
Language: en
Pages: 536
Authors: Jacob Eisenstein
Categories: Computers
Type: BOOK - Published: 2019-10-01 - Publisher: MIT Press

DOWNLOAD EBOOK

A survey of computational methods for understanding, generating, and manipulating human language, which offers a synthesis of classical representations and algo
Practical Natural Language Processing
Language: en
Pages: 455
Authors: Sowmya Vajjala
Categories: Computers
Type: BOOK - Published: 2020-06-17 - Publisher: O'Reilly Media

DOWNLOAD EBOOK

Many books and courses tackle natural language processing (NLP) problems with toy use cases and well-defined datasets. But if you want to build, iterate, and sc
Foundations of Statistical Natural Language Processing
Language: en
Pages: 719
Authors: Christopher Manning
Categories: Language Arts & Disciplines
Type: BOOK - Published: 1999-05-28 - Publisher: MIT Press

DOWNLOAD EBOOK

Statistical approaches to processing natural language text have become dominant in recent years. This foundational text is the first comprehensive introduction
Natural Language Processing: Concepts, Methodologies, Tools, and Applications
Language: en
Pages: 1704
Authors: Management Association, Information Resources
Categories: Computers
Type: BOOK - Published: 2019-11-01 - Publisher: IGI Global

DOWNLOAD EBOOK

As technology continues to become more sophisticated, a computer’s ability to understand, interpret, and manipulate natural language is also accelerating. Per
Deep Natural Language Processing and AI Applications for Industry 5.0
Language: en
Pages: 240
Authors: Tanwar, Poonam
Categories: Computers
Type: BOOK - Published: 2021-06-25 - Publisher: IGI Global

DOWNLOAD EBOOK

To sustain and stay at the top of the market and give absolute comfort to the consumers, industries are using different strategies and technologies. Natural lan